Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "90"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 90 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 245 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 228 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_20950/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 90, Node 9:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.575197 -0.747344 7.652265 -0.690626 2.001970 -0.782844 6.607558 -1.045254 0.8049 0.8078 0.2398 16.801823 14.452430
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 264.012637 275.422231 inf inf 36.301272 61.904192 147.690363 313.538153 nan nan nan 0.000000 0.000000
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.625420 -0.929755 -0.084681 1.613472 0.065801 -0.331110 1.901987 -0.098203 0.0341 0.0276 0.0015 nan nan
2459591 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.061322 0.798450 13.246690 -0.806206 0.504166 1.427583 1.711153 0.941252 0.6796 0.6888 0.3658 11.024950 11.098414
2459590 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.809488 1.118430 11.001126 -0.872321 4.040937 6.911855 5.118423 4.971673 0.6831 0.6882 0.3594 8.135790 7.571823
2459589 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.231298 0.977220 9.271667 -0.542722 4.840349 1.314659 4.907893 -0.177252 0.7253 0.7195 0.2819 7.663293 7.099092
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 198.919532 221.792216 inf inf 24.375267 26.930439 69.307007 18.223778 nan nan nan 0.000000 0.000000
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 3.229804 1.137178 18.995950 -0.547329 0.316770 0.049400 2.805430 1.183448 nan nan nan 9.258391 9.326688
2459586 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.755065 0.424101 7.558139 1.011535 8.836990 1.499018 7.872007 1.046958 0.6831 0.6880 0.3454 4.821824 5.142088
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 159.049389 163.014416 inf inf 28.614838 15.238549 700.172138 1127.265343 nan nan nan 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.769253 16.565057 10.303494 3.188164 2.450502 3.205814 14.717736 14.683777 0.6756 0.6837 0.3731 1.767722 2.133085
2459583 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.633060 0.928431 2.977604 1.241885 2.470770 0.823287 4.429497 4.290337 0.6856 0.6930 0.3743 0.000000 0.000000
2459582 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.925156 0.730811 2.293373 1.261429 2.292367 1.437940 2.842840 2.597608 0.6856 0.6891 0.3766 4.073967 3.784775
2459581 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.945618 1.809031 2.933656 1.027125 2.592850 2.448649 4.240559 3.694057 0.6861 0.6901 0.3732 4.825271 3.955714
2459580 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.498544 0.892974 2.274055 1.237950 3.443277 1.252867 2.940043 2.908241 0.6911 0.6947 0.3704 3.168457 2.994284
2459579 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.549629 1.708146 3.083699 1.763301 2.757678 1.901115 9.032888 8.271433 0.6868 0.6902 0.3697 6.761288 6.642546
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459577 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.933597 2.805197 2.590027 0.972103 2.328483 1.863061 0.715497 0.354495 0.6896 0.6892 0.3720 5.158944 4.263832
2459576 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.024861 0.812196 1.899751 1.259972 3.084198 -0.573107 0.933300 0.012754 0.7101 0.7134 0.3745 6.069153 5.294644
2459575 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.942096 0.054495 2.069061 0.946331 2.250966 0.550208 2.840029 0.984635 0.7747 0.7755 0.3133 10.875109 10.564405
2459574 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.932124 1.546732 1.907925 0.942581 2.558344 5.574196 0.772885 2.371787 0.7149 0.7172 0.3604 5.718089 5.324747
2459573 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.039775 -0.200725 3.794829 2.005803 1.588316 -0.191045 0.843416 -0.292409 0.7047 0.7130 0.3725 7.296978 5.915451
2459572 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.277956 5.279761 1.708082 0.992020 1.357362 2.517481 2.408751 5.731071 0.7028 0.6994 0.3756 5.365342 4.531190
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.689633 -0.770758 -0.005501 0.583715 1.402785 0.495404 2.103390 -0.697496 0.0328 0.0289 0.0012 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.478693 7.838997 3.153517 1.629661 0.849073 2.531829 2.257321 1.448815 0.0598 0.0679 0.0059 1.222519 1.221606
2459565 RF_maintenance 100.00% - - - 100.00% 0.00% 4299.241007 4299.241007 4031.441662 4031.441662 -0.749395 -0.749395 -1.917447 -1.917447 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.753775 5.911692 3.000373 1.816914 0.993815 -1.309050 1.525344 1.153614 0.7171 0.6940 0.3853 3.475423 2.777491
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.510824 6.754597 6.778595 2.930548 1.453184 2.286774 1.415591 1.242698 0.7041 0.6868 0.3837 3.458258 2.885930
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.716713 3.836952 1.692008 0.904101 1.191207 -0.564508 1.017054 0.634500 0.7139 0.7010 0.3714 4.274142 3.700122
2459561 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.271807 4.708162 1.738811 0.645821 0.611532 -0.969738 1.389279 0.889359 0.7162 0.7041 0.3720 4.665140 4.169557
2459560 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.308530 4.216577 1.845246 0.651049 1.610461 -0.823438 1.518004 2.281507 0.7031 0.6882 0.3892 3.421567 3.108962
2459559 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.262516 5.159892 1.635527 0.723311 1.705592 -0.760464 1.339728 1.060865 0.7141 0.6964 0.3723 3.873525 3.104169
2459558 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.441056 7.654628 3.212295 1.185431 1.400033 1.702129 1.974349 2.084954 0.7167 0.6945 0.3798 4.612027 3.870125
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0326 0.0276 0.0015 nan nan
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.683451 7.369275 3.042400 1.427780 2.668878 0.526054 3.922187 6.756592 0.7151 0.6964 0.3774 7.374741 6.560433
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7121 0.6926 0.3928 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7174 0.6993 0.3868 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.738148 1.115118 4.208440 1.330567 6.059638 -0.211994 1.224624 -0.150548 0.7188 0.7190 0.3866 3.507408 3.093133
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459550 RF_maintenance - 97.53% 97.53% 0.00% - - nan nan nan nan nan nan nan nan 0.0446 0.0423 0.0011 nan nan
2459549 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.000191 0.092742 3.559008 1.227454 3.070043 -0.066696 1.702037 1.172438 0.7134 0.7193 0.3884 5.087001 4.630401
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.778802 7.983162 7.868945 2.380862 -0.264245 -0.133199 6.036698 11.194190 0.7705 0.7546 0.3335 6.688185 5.842525
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459536 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.783307 1.258685 5.342728 2.776589 2.315365 1.637026 3.347648 8.301332 0.7481 0.7420 0.4037 5.585895 5.294777
2459535 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.576474 -0.345065 1.845318 0.592224 1.413374 1.632047 1.679035 1.289335 0.7908 0.7691 0.3449 4.207438 3.587238
2459534 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.432145 -0.789222 1.949511 0.418587 0.996784 1.194744 1.091583 -0.359450 0.7771 0.7607 0.3545 4.759338 4.128200
2459533 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.435306 -0.349035 3.504160 0.672704 2.523237 -0.338096 1.907338 1.053147 0.7338 0.7238 0.3905 3.883848 3.442368
2459532 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.181071 -0.075403 4.645939 1.601225 2.350527 0.681258 0.950827 1.263881 0.7305 0.7177 0.3945 4.816675 4.317618
2459530 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.754997 1.648476 1.597319 0.467863 1.303714 3.055643 3.999746 12.334671 0.7532 0.7336 0.3871 4.344385 3.870209
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.183002 -0.566035 4.721687 0.773232 2.622882 0.083697 1.123441 0.179063 0.9157 0.9463 0.2743 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 1.540764 -0.237453 5.170596 1.163348 -0.121337 0.948598 1.801147 0.655796 nan nan nan 6.630436 5.516102
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.628964 1.815385 4.382287 1.210484 0.323744 3.751604 3.567692 6.606344 0.7022 0.7125 0.3156 4.708699 5.148863
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.583985 -0.706583 -0.330636 0.243581 0.209042 -1.440402 2.819242 -0.722733 0.0383 0.0273 0.0024 nan nan
2459508 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.085802 0.182311 4.208589 0.817759 2.262384 -0.147091 3.526395 0.009766 0.9252 0.9560 0.1549 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.777689 3.212105 2.808702 1.977592 2.094388 0.656492 6.583262 6.555453 0.8955 0.8669 0.1808 15.168199 13.344933
2459503 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.326274 1.042223 3.996287 1.899430 4.978362 2.213838 5.330516 2.294605 0.8874 0.8751 0.4257 0.000000 0.000000
2459501 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.073591 1.867686 3.583485 0.434787 1.639296 0.320400 1.878792 0.808406 0.8358 0.8715 0.3639 0.000000 0.000000
2459500 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.431941 0.599236 4.384967 0.053427 4.404731 0.158067 0.714878 -0.603006 0.8667 0.8890 0.3729 0.000000 0.000000
2459499 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.797577 0.523876 -0.044173 0.342691 5.846088 0.941753 25.140227 2.252226 0.8548 0.9315 0.2170 0.000000 0.000000
2459498 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.407726 0.328415 3.883008 0.773592 3.889348 0.105977 2.449847 -0.001340 0.8765 0.8926 0.3994 0.000000 0.000000
2459497 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.221813 1.182668 3.657658 0.931234 3.200569 0.031321 1.747472 1.176988 0.0853 0.0893 0.0081 0.000000 0.000000
2459496 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 4.032569 0.861455 3.993649 1.016944 3.838537 0.396223 0.942306 0.285824 0.0664 0.0676 0.0057 0.000000 0.000000
2459495 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.500013 0.478755 3.892815 0.779264 3.527834 0.121810 1.077385 -0.062430 0.0709 0.0856 0.0082 0.000000 0.000000
2459494 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.901226 0.954695 4.600234 0.547977 3.687210 0.127279 5.742442 -0.275997 0.0580 0.0851 0.0049 0.000000 0.000000
2459492 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.004535 10.977748 2.066526 -0.152707 1.613104 1.098108 9.670536 3.383330 0.0867 0.1143 0.0079 0.000000 0.000000
2459491 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.525730 10.466589 10.344945 0.099957 26.219372 1.649470 28.436640 7.541897 0.0556 0.1199 0.0089 0.000000 0.000000
2459490 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.729304 11.264307 1.161619 -0.032951 -0.386276 0.316445 4.910140 3.197913 0.1007 0.1175 0.0124 0.000000 0.000000
2459489 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.180116 10.122461 2.066505 0.198355 0.150344 0.579685 3.965174 3.728898 0.1038 0.1004 0.0107 0.000000 0.000000
2459488 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.131926 9.965077 2.800851 0.193545 0.686709 1.922514 8.764476 8.941666 0.0908 0.1201 0.0104 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 90: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Power 5.352272 5.149544 3.184777 0.819779 5.352272 -0.157256 2.781623 0.099527 -1.275586

Antenna 90: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Temporal Variability 5.872657 5.294811 1.567167 5.283809 1.491071 5.872657 -0.229229 -0.338455 3.034547

Antenna 90: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 9.765693 4.396837 1.356292 4.966294 -0.727744 4.908910 0.011817 -1.620218 9.765693

Antenna 90: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 5.968638 0.795349 3.275407 -0.546220 4.736182 -0.164819 2.743592 5.968638 0.405065

Antenna 90: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Temporal Variability 5.961658 4.030837 1.867919 5.538036 -0.558934 5.961658 0.459793 0.170518 2.947674

Antenna 90: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Power 12.447329 2.469186 1.274190 12.447329 1.129283 7.013661 0.638516 0.389273 0.484113

Antenna 90: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Power 10.376826 1.272956 4.664891 -0.569954 10.376826 -0.375559 9.495400 0.092416 -0.673007

Antenna 90: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Power 4.869514 2.607121 3.525858 0.665268 4.869514 0.856408 2.005239 -0.632302 1.838432

Antenna 90: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Temporal Discontinuties 3.634241 -0.051746 -0.400183 3.156583 -1.260654 -2.687992 -1.822032 0.640739 3.634241

Antenna 90: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Variability 8.118045 1.337015 4.113186 1.038179 6.649849 1.360548 8.118045 4.508478 2.386743

Antenna 90: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Variability 17.215540 8.076661 2.109657 5.531341 1.527531 17.215540 0.349761 1.265943 0.707781

Antenna 90: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 7.668397 0.423785 3.277040 -0.819663 6.686635 -0.422330 5.563795 3.241601 7.668397

Antenna 90: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 3.231929 1.656589 -0.398172 2.361273 -0.199396 2.008915 -0.293781 3.231929 -0.184007

Antenna 90: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Power 1.894191 0.106664 1.633053 -0.129410 1.894191 -0.316349 1.416950 -0.205568 1.602370

Antenna 90: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Power 4.693794 0.240293 3.171342 -0.830530 4.693794 -0.701720 2.909840 -0.484017 3.083541

Antenna 90: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Power 5.467849 1.285916 3.224961 -0.700243 5.467849 -0.101170 4.499284 -0.199850 4.012466

Antenna 90: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 5.591569 3.029441 1.051820 5.169294 -0.620657 2.733126 -0.472810 5.591569 2.232929

Antenna 90: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Temporal Discontinuties 19.456685 3.157757 0.670509 2.410511 -0.313779 1.973534 1.148794 10.470816 19.456685

Antenna 90: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Temporal Discontinuties 3.500181 -0.130547 2.169298 -0.172042 2.457762 -0.373407 2.703692 3.500181 3.364871

Antenna 90: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 9.583962 0.626198 2.905112 -0.800850 7.320129 -0.092899 1.411687 3.751655 9.583962

Antenna 90: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 5.460106 2.420080 -0.139365 3.469979 -0.777091 5.458853 -0.699397 5.460106 -0.269321

Antenna 90: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 6.578393 0.701703 3.574243 -0.666910 5.102755 0.851831 3.616978 1.123373 6.578393

Antenna 90: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 10.962083 3.365752 0.103265 5.097005 -0.665272 7.694450 -1.262394 10.962083 -0.132508

Antenna 90: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 1.977451 0.686100 -0.941057 1.517963 -0.353357 1.520619 -0.269218 1.977451 -0.109521

Antenna 90: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 3.128962 1.566628 -0.306800 2.817077 -0.454161 1.540666 -0.402737 3.128962 0.070258

Antenna 90: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 2.636084 -0.713049 0.905040 -0.647588 2.208034 -0.843405 1.803709 -0.448441 2.636084

Antenna 90: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 90: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Power inf 389.591796 389.617805 inf inf 2347.785363 1842.808818 7044.192488 7237.668730

Antenna 90: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 1.826048 -0.911234 -0.056500 0.327788 -0.542840 0.341142 0.551703 -0.309681 1.826048

Antenna 90: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 1.330646 -0.970905 -0.586223 0.785398 -0.621802 -1.423268 0.368041 -0.852858 1.330646

Antenna 90: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 11.787025 3.318346 1.373738 8.229670 -0.527070 7.799626 -0.434260 11.787025 4.975857

Antenna 90: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 0.658742 0.450057 -1.473482 -1.650713 0.288664 -1.247609 0.321823 -0.875806 0.658742

Antenna 90: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 1.018952 -0.856700 -0.875877 0.696907 -0.542596 -1.002561 0.059001 -0.858661 1.018952

Antenna 90: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Shape 3.707057 0.824868 3.707057 1.118778 0.199635 0.927412 0.659509 -0.676824 3.119394

Antenna 90: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Variability 2.877673 -0.008975 2.591126 1.620421 0.235644 0.899154 2.877673 -0.743134 1.262685

Antenna 90: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Power 6.901144 1.876156 1.737516 6.901144 -0.929728 2.037404 1.499766 6.429278 6.034988

Antenna 90: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 4.976281 1.778085 2.647017 -0.472641 4.045976 0.932520 1.096001 1.949824 4.976281

Antenna 90: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 4810.761476 2349.492008 2349.492008 2116.240984 2116.240984 1609.905709 1609.905709 4810.761476 4810.761476

Antenna 90: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Temporal Discontinuties 2525.308160 710.943441 710.943441 644.635385 644.635385 636.843640 636.843640 2525.308160 2525.308160

Antenna 90: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 1708.833066 580.574550 580.574550 595.377946 595.377946 532.836811 532.836811 1708.833066 1708.833066

Antenna 90: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Variability 4.865007 1.015788 4.243822 -0.877191 4.574621 -0.550189 4.865007 2.901573 2.530656

Antenna 90: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Temporal Discontinuties 13.068597 3.414287 0.557678 7.522205 -0.643617 7.006897 -1.086677 13.068597 -0.700379

Antenna 90: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Power 4.082614 1.416060 0.181262 4.082614 -0.174153 2.942299 0.281055 3.549650 -0.481459

Antenna 90: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance nn Temporal Discontinuties 16.168163 1.530008 1.140426 7.323935 -0.989861 1.103758 1.751360 7.949752 16.168163

Antenna 90: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance nn Temporal Discontinuties 14.238445 4.741885 2.909038 8.545628 -0.542986 3.634206 3.583358 9.653465 14.238445

Antenna 90: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance nn Temporal Discontinuties 17.516444 3.561914 2.116491 6.370683 -0.490442 6.226931 3.178897 8.364358 17.516444

Antenna 90: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 90: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance nn Temporal Variability 19.476928 2.088941 2.735932 -0.616914 6.293663 19.476928 16.509813 5.104686 5.049624

Antenna 90: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Power 5.308420 1.266185 2.317441 -0.814975 5.308420 1.120857 0.662232 2.563287 1.645048

Antenna 90: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Power 4.755104 -0.058355 2.852237 -0.864375 4.755104 0.215698 1.268019 1.284094 1.872465

Antenna 90: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Power 6.275070 3.066204 1.223669 6.275070 -0.754501 0.551686 0.087452 0.967824 0.652789

Antenna 90: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Power 7.320313 1.148653 2.627499 -0.090347 7.320313 1.117132 0.726210 1.091378 2.058414

Antenna 90: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Power 5.649922 3.044423 1.506775 5.649922 -0.743059 1.916378 1.348508 1.887543 0.875551

Antenna 90: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Power 5.852038 1.641453 2.811429 -0.821513 5.852038 0.359279 1.381137 0.937813 1.763943

Antenna 90: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Temporal Variability 9.172101 4.065903 2.128160 6.725369 -0.570603 9.172101 0.800961 2.802127 1.137834

Antenna 90: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Power 6.768918 0.597094 2.145024 -0.708104 6.768918 -0.251471 -0.275536 1.342573 1.172402

Antenna 90: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Power 6.480096 2.396862 3.830742 -0.564244 6.480096 0.185586 6.189395 1.365248 3.337120

Antenna 90: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 90: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance nn Power 25.971878 0.186952 2.709702 25.971878 22.761880 0.259736 -0.219162 0.306645 3.278006

Antenna 90: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Temporal Variability 11.007018 2.457909 1.214450 7.815276 -0.775019 11.007018 0.075399 7.783332 1.215413

Antenna 90: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance ee Temporal Discontinuties 2339.462836 113.116907 93.938255 149.137044 141.328686 60.150172 70.137182 2339.462836 2028.919761

Antenna 90: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance nn Temporal Discontinuties 1042.925367 39.993466 67.521074 181.527527 185.877742 195.120942 198.999897 960.145174 1042.925367

Antenna 90: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance nn Temporal Discontinuties 2331.629018 151.420308 74.517495 318.477561 244.140365 114.935662 69.450583 2331.629018 1250.499420

Antenna 90: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance nn Temporal Discontinuties 2987.510874 29.894016 52.330960 73.064285 108.619533 397.095375 773.699431 1469.947272 2987.510874

Antenna 90: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 9 RF_maintenance nn Temporal Discontinuties 439.720099 74.229251 54.607795 208.515607 185.847042 51.226277 39.333346 439.720099 326.909470